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Outline Introduction Fluctuations Three strategies Systematics Summary Finite size scaling: the connection between lattice QCD and heavy-ion experiments Sourendu Gupta TIFR Mumbai Quarks and Hadrons under Extreme Conditions, 2011 Keio University, Tokyo, Japan November 18, 2011 SG Phase diagram of QCD

Finite size scaling: the connection between lattice QCD

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Page 1: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Finite size scaling: the connection

between lattice QCD and heavy-ion experiments

Sourendu Gupta

TIFR Mumbai

Quarks and Hadrons under Extreme Conditions, 2011Keio University, Tokyo, Japan

November 18, 2011

SG Phase diagram of QCD

Page 2: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

1 Introduction

2 Fluctuations of conserved quantities

3 New approaches to standing questions

4 Systematic errors and intrinsic scales

5 Summary

SG Phase diagram of QCD

Page 3: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Outline

1 Introduction

2 Fluctuations of conserved quantities

3 New approaches to standing questions

4 Systematic errors and intrinsic scales

5 Summary

SG Phase diagram of QCD

Page 4: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Heavy-ion physics

Experimental observations

Many interesting new phenomena: jet quenching, elliptic flow,strange chemistry, fluctuations of conserved quantities ...

SG Phase diagram of QCD

Page 5: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Heavy-ion physics

Experimental observations

Many interesting new phenomena: jet quenching, elliptic flow,strange chemistry, fluctuations of conserved quantities ...

Systematic understanding

Matter formed: characterized by T and µ. History of fireballdescribed by hydrodynamics and diffusion. Small mean free paths.

SG Phase diagram of QCD

Page 6: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Heavy-ion physics

Experimental observations

Many interesting new phenomena: jet quenching, elliptic flow,strange chemistry, fluctuations of conserved quantities ...

Systematic understanding

Matter formed: characterized by T and µ. History of fireballdescribed by hydrodynamics and diffusion. Small mean free paths.

Theoretical underpinning

Does QCD describe this matter? Is there a new nonperturbativetest of QCD?

SG Phase diagram of QCD

Page 7: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Outline

1 Introduction

2 Fluctuations of conserved quantities

3 New approaches to standing questions

4 Systematic errors and intrinsic scales

5 Summary

SG Phase diagram of QCD

Page 8: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Fluctuations of conserved quantities

Observations

In a single heavy-ion collision, each conserved quantity (B , Q, S) isexactly constant when the full fireball is observed. In a small partof the fireball they fluctuate: from part to part and event to event.

SG Phase diagram of QCD

Page 9: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Fluctuations of conserved quantities

Observations

In a single heavy-ion collision, each conserved quantity (B , Q, S) isexactly constant when the full fireball is observed. In a small partof the fireball they fluctuate: from part to part and event to event.

Thermodynamics

If ξ3 ≪ Vobs ≪ Vfireball , then fluctuations can be explained in thegrand canonical ensemble: energy and B, Q, S allowed to fluctuatein one part by exchange with rest of fireball (diffusion: transport).

SG Phase diagram of QCD

Page 10: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Fluctuations of conserved quantities

Observations

In a single heavy-ion collision, each conserved quantity (B , Q, S) isexactly constant when the full fireball is observed. In a small partof the fireball they fluctuate: from part to part and event to event.

Thermodynamics

If ξ3 ≪ Vobs ≪ Vfireball , then fluctuations can be explained in thegrand canonical ensemble: energy and B, Q, S allowed to fluctuatein one part by exchange with rest of fireball (diffusion: transport).

Comparison

Is the observed volume small compared to the volume of thefireball? Are observations in agreement with QCDthermodynamics?

SG Phase diagram of QCD

Page 11: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Event-to-event fluctuations

)pN∆Net Proton (-20 -10 0 10 20

Num

ber

of E

vent

s

1

10

210

310

410

510

610 0-5%30-40%70-80%

Au+Au 200 GeV<0.8 (GeV/c)

T0.4<p

|y|<0.5

text

STAR

arxiv:1004.4959

Protons are proxy baryonsSG Phase diagram of QCD

Page 12: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Finite size scaling

placeholder

STAR:QM

2009

FSS shape variables change with volume (proxy: Npart)SG Phase diagram of QCD

Page 13: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

QCD predictions at finite µB

Madhava-Maclaurin expansion of the (dimensionless) pressure:

1

T 4P(t, z) =

∞∑

n=0

T n−4χ(n)B (t)

zn

n!, (t = T/Tc , z = µ/T )

measure each NLS at µ = 0, sum series expansion to find NLS at

any µ. Shape variables: [Bn] = (VobsT3)T n−4χ

(n)B (t, z). Ratios of

cumulants are state variables:

m1 :[B3]

[B4]=

Tχ(3)B

χ(2)B

= Sσ

m2 :[B4]

[B2]=

Tχ(4)B

χ(2)B

= κσ2

m3 :[B4]

[B3]=

Tχ(4)B

χ(3)B

=κσ

S

SG, 2009

SG Phase diagram of QCD

Page 14: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Lattice predictions along the freezeout curve

hadronic quarkyonic

colour superconducting

quark gluon plasma

µ

T

Hadron gas models: Hagedorn, Braun-Munzinger, Stachel, Cleymans, Redlich,

Becattini

Lattice predictions continued from µ = 0 to the freezeout curveSG Phase diagram of QCD

Page 15: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Lattice predictions along the freezeout curve

nuclear matter

hadronic quarkyonic

colour superconducting

quark gluon plasma

µ

T

Hadron gas models: Hagedorn, Braun-Munzinger, Stachel, Cleymans, Redlich,

Becattini

Lattice predictions continued from µ = 0 to the freezeout curveSG Phase diagram of QCD

Page 16: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Lattice predictions along the freezeout curve

nuclear matter

hadronic quarkyonic

colour superconducting

quark gluon plasma

µ

T

Hadron gas models: Hagedorn, Braun-Munzinger, Stachel, Cleymans, Redlich,

Becattini

Lattice predictions continued from µ = 0 to the freezeout curveSG Phase diagram of QCD

Page 17: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Checking the match

4 5 6 10 20 30 100 200-2

-1

0

1

2 (2

)χ/

(4)

χ 2T

2m(B)

0

0.5

1

1.5

2 Exp. Data

(2

)χ/

(3)

χT

Lattice QCD

720 420 210 54 20 10 (MeV)

HRG1m

(A)σ

S

2 σ κ

(GeV)NNs

T (MeV)16616516014079

Gavai, SG (2010), STAR (2010), GLMRX (2011)SG Phase diagram of QCD

Page 18: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Outline

1 Introduction

2 Fluctuations of conserved quantities

3 New approaches to standing questions

4 Systematic errors and intrinsic scales

5 Summary

SG Phase diagram of QCD

Page 19: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Two earlier suggestions

Gavai, SG (Jan 2010)

SG Phase diagram of QCD

Page 20: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Two earlier suggestions

Gavai, SG (Jan 2010)

SG Phase diagram of QCD

Page 21: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Two earlier suggestions

Gavai, SG (Jan 2010)

SG Phase diagram of QCD

Page 22: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Two earlier suggestions

Gavai, SG (Jan 2010)

The first strategy

Use the chemical freezeout curve and the agreement of data andprediction along it to measure

Tc = 175+1−7 MeV.

GLMRX, 2011

SG Phase diagram of QCD

Page 23: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

The first strategy: measuring Tc

5 10 20 100 200

/Sσ κ

0

5

10Lattice QCD Exp. Data

=165 MeVcT

=170 MeVcT

=175 MeVcT

=180 MeVcT

=190 MeVcT

(A)

160 170 180 190

2 χ

0

10

20

30 (MeV)-7

+1 =175cT

+ 12χmin

(B)

(GeV)NNs (MeV)cT holder

text

GLMRX,Science

332(2011)1525

SG Phase diagram of QCD

Page 24: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

The second strategy

Using the Madhava-Maclaurin expansion,

m0 =[B2]

[B]=

χ(2)(t, z)/T 2

χ(1)(t, z)/T 3=

1 +O(

zz∗

)2

z[

1− 3(

zz∗

)]

m3 =[B4]

[B3]=

χ(4)(t, z)

χ(3)(t, z)/T=

1 +O(

zz∗

)2

z[

1− 10(

zz∗

)]

Match lattice predictions and data (including statistical andsystematic errors) assuming knowledge of z∗.

SG Phase diagram of QCD

Page 25: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

The second strategy: µmetry

0

0.1

0.2

0.3

0.4

From m0 From m3

z =

/T

µ

LO LONLO

NLO

NLO

Pad

e

NLO

Pad

eSG Phase diagram of QCD

Page 26: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

A third strategy

Fit m0 and m3 simultaneously to get both z and z∗. Since z∗ is theposition of the critical point: high energy data already givesinformation on the critical point!

Indirect experimental estimate of the critical point

From the highest RHIC energy using both statistical andsystematic errors:

µE

TE≥ 1.7

Compatible with current lattice estimates: but no lattice input.

SG Phase diagram of QCD

Page 27: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

A third strategy

Fit m0 and m3 simultaneously to get both z and z∗. Since z∗ is theposition of the critical point: high energy data already givesinformation on the critical point!

Indirect experimental estimate of the critical point

From the highest RHIC energy using both statistical andsystematic errors:

µE

TE≥ 1.7

Compatible with current lattice estimates: but no lattice input.

Reduction of systematic errors on m0 and m3 can give estimates ofboth upper and lower limits on the estimate of the critical point.Cross check the BES result by high energy RHIC/LHC data.

SG Phase diagram of QCD

Page 28: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Three signs of the critical point

At the critical point ξ → ∞.

1: CLT fails

Scaling [Bn] ≃ V fails: fluctuations remains out of thermalequilibrium. Signals of out-of-equilibrium physics in other signals.

2: Non-monotonic variation

At least some of the cumulant ratios m0, m1, m2 and m3 will notvary monotonically with

√S . If no critical point then m0,3 ∝ 1/z

and m1 ∝ z .

3: Lack of agreement with QCD thermodynamics

Away from the critical point agreement with QCD observed. In thecritical region no agreement.

SG Phase diagram of QCD

Page 29: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Outline

1 Introduction

2 Fluctuations of conserved quantities

3 New approaches to standing questions

4 Systematic errors and intrinsic scales

5 Summary

SG Phase diagram of QCD

Page 30: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Length scales in thermodynamics

Persistence of memory?

B, Q, S is exactly constant in full fireball volume Vfireball . In a partof the fireball they fluctuate. When Vobs ≪ Vfireball then globalconservation unimportant. Change acceptance to change Vobs .

SG Phase diagram of QCD

Page 31: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Length scales in thermodynamics

Persistence of memory?

B, Q, S is exactly constant in full fireball volume Vfireball . In a partof the fireball they fluctuate. When Vobs ≪ Vfireball then globalconservation unimportant. Change acceptance to change Vobs .

The central limit theorem

When ξ3 ≪ Vobs , then thermalization possible: by diffusion ofenergy, B, Q, and S to/from Vobs to rest of fireball. Many“fluctuation volumes” implies that thermodynamic fluctuations areGaussian (central limit theorem).

SG Phase diagram of QCD

Page 32: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Length scales in thermodynamics

Persistence of memory?

B, Q, S is exactly constant in full fireball volume Vfireball . In a partof the fireball they fluctuate. When Vobs ≪ Vfireball then globalconservation unimportant. Change acceptance to change Vobs .

The central limit theorem

When ξ3 ≪ Vobs , then thermalization possible: by diffusion ofenergy, B, Q, and S to/from Vobs to rest of fireball. Many“fluctuation volumes” implies that thermodynamic fluctuations areGaussian (central limit theorem).

Finite size scaling

Since Vobs is finite, departure from Gaussian. Finite size scalingpossible: if equilibrium then relate QCD predictions to finitevolume effects.

SG Phase diagram of QCD

Page 33: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Correlation lengths

0.9

0.95

1

1.05

1.1

PS V AV B

µ h/m

h

T=0.95 Tc

Correlation length in thermodynamics defined through staticcorrelator: same as screening lengths. Implies ξ3 ≪ Vobs ; check.Padmanath et al., 2011

SG Phase diagram of QCD

Page 34: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Coupling diffusion to flow

Entropy content in B or S small compared to entropy content offull fireball. Coupled relativistic hydro and diffusion equations canthen be simplified to diffusion-advection equation.Which is more important— diffusion or advection? ExaminePeclet’s number

Pe =λv

D=

λv

ξcs= M

λ

ξ.

When Pe ≪ 1 diffusion dominates. When Pe ≫ 1 advectiondominates. Crossover between these regimes when Pe ≃ 1.

Bhalerao and SG, 2009, and in progress

SG Phase diagram of QCD

Page 35: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Coupling diffusion to flow

Entropy content in B or S small compared to entropy content offull fireball. Coupled relativistic hydro and diffusion equations canthen be simplified to diffusion-advection equation.Which is more important— diffusion or advection? ExaminePeclet’s number

Pe =λv

D=

λv

ξcs= M

λ

ξ.

When Pe ≪ 1 diffusion dominates. When Pe ≫ 1 advectiondominates. Crossover between these regimes when Pe ≃ 1.

Advective length scale

New length scale: determines when flow overtakes diffusiveevolution—

λ ≃ ξ

M.

Bhalerao and SG, 2009, and in progress

SG Phase diagram of QCD

Page 36: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Finite volumes: density sets a scale

When the total number of baryons (baryons + antibaryons)detected is B+, the volume per detected baryon is ζ3 = Vobs/B+.If ζ ≃ ξ then system may not be thermodynamic: controlled whenVobs/ξ

3 → ∞.Events which (by chance) have large B+ take longer to come tochemical equilibrium: important to study these transportproperties. Can one selectively study these rare events?

SG Phase diagram of QCD

Page 37: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Finite volumes: density sets a scale

When the total number of baryons (baryons + antibaryons)detected is B+, the volume per detected baryon is ζ3 = Vobs/B+.If ζ ≃ ξ then system may not be thermodynamic: controlled whenVobs/ξ

3 → ∞.Events which (by chance) have large B+ take longer to come tochemical equilibrium: important to study these transportproperties. Can one selectively study these rare events?

On cumulant order

In central Au Au collisions, the measurement of [B6] involvesζ/ξ ≃ 2. Could it be used to study transport? Probe this byseparating out samples with large B+ and studying their statistics.

SG Phase diagram of QCD

Page 38: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Protons or baryons?

1 If 1/τ3 is the reaction rate for the slowest process which takesp ↔ n, then the system reaches (isospin) chemical equilibriumat time t ≫ τ3.

2 Once system is at chemical equilibrium, the proton/baryonratio can be expressed in terms of the isospin chemicalpotential: µ3. Since baryons are small component of the netisospin, µ3 can be obtained in terms of the charge chemicalpotential µQ .

3 If not, then is it still possible to extract the shape of the E/Ebaryon distribution?

Asakawa, Kitazawa: 2011

SG Phase diagram of QCD

Page 39: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Outline

1 Introduction

2 Fluctuations of conserved quantities

3 New approaches to standing questions

4 Systematic errors and intrinsic scales

5 Summary

SG Phase diagram of QCD

Page 40: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Old questions with new answers

1 What is the QCD cross over temperature: Tc? If freezeoutcurve, {T (

√S), µ(

√S)}, is assumed to be known, then Tc

can be found very accurately from the shape of E/Efluctuations of conserved charges.

2 What is the freezeout curve for fluctuations? If Tc is knownwell enough, then the argument can be turned around and thefreezeout curve can be determined from the shape of E/Efluctuations of conserved charges.

3 If the critical point is assumed to lie near the freezeout curve,then its position can be inferred from high energymeasurement without the benefit of lattice predictions, andverified by direct search.

4 Good news for lattice QCD: experimental value of Tc

compatible with known results; critical end point alsocompatible with current experimental results.

SG Phase diagram of QCD

Page 41: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Six scales to think of

1 Scale of the persistence of memory, Vfireball . WhenVfireball/Vobs ≫ 1 then overall conservation forgotten.

2 Shortest length scale ξ, controls scale at which diffusion of Bbecomes important.

3 Scale of observation volume, Vobs . Set by the detector.Comparison to lattice works when ξ3 ≪ Vobs ≪ Vfireball .

4 Peclet scale, λ = ξ/M (where M is the Mach number).Controls freeze out of fluctuations.

5 Volume per unit baryon number, ζ3 = Vobs/B+. Events withζ ≃ ξ, may give insight into diffusion time scale.

6 Time scale for reaction p ↔ n, τ3 needs to be understood.

SG Phase diagram of QCD

Page 42: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Backup: Is there physics at Tc?

Is the crossover in QCD best thought of as deconfinement or chiralsymmetry restoration?

SG Phase diagram of QCD

Page 43: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Backup: Is there physics at Tc?

Is the crossover in QCD best thought of as deconfinement or chiralsymmetry restoration? Maybe neither? Maybe look for influenceon hydrodynamic evolution: slow cooling

SG Phase diagram of QCD

Page 44: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Backup: Is there physics at Tc?

Is the crossover in QCD best thought of as deconfinement or chiralsymmetry restoration? Maybe neither? Maybe look for influenceon hydrodynamic evolution: slow cooling

Wuppertal-Budapest (2010)

SG Phase diagram of QCD

Page 45: Finite size scaling: the connection between lattice QCD

Outline Introduction Fluctuations Three strategies Systematics Summary

Backup: Is there physics at Tc?

Is the crossover in QCD best thought of as deconfinement or chiralsymmetry restoration? Maybe neither? Maybe look for influenceon hydrodynamic evolution: slow cooling

Wuppertal-Budapest (2010)

SG Phase diagram of QCD